Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "98" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 80 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 76 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 5.520444 | 6.354295 | 69.224848 | 70.608358 | 21.239670 | 25.810755 | 25.080435 | 27.852072 | 0.0463 | 0.0564 | 0.0104 | 1.465604 | 1.979868 |
| 2459593 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.635164 | 17.070893 | 71.247927 | 73.984160 | 30.492311 | 36.758616 | 13.604827 | 10.731100 | 0.0445 | 0.0511 | 0.0082 | 1.471103 | 1.887408 |
| 2459592 | digital_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 1.541609 | 1.534860 | 1.702458 | 1.561928 | 0.643082 | 0.961344 | -1.335045 | 0.243792 | 0.1012 | 0.0981 | 0.0283 | nan | nan |
| 2459591 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 19.613436 | 20.227376 | 83.472529 | 85.819617 | 25.103152 | 32.253548 | 2.334907 | 1.022113 | 0.0406 | 0.0458 | 0.0073 | 1.438024 | 1.846206 |
| 2459590 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 21.791818 | 22.641338 | 77.571710 | 80.161925 | 28.025653 | 34.244563 | 2.986563 | 2.645519 | 0.0442 | 0.0524 | 0.0080 | 1.285298 | 1.301545 |
| 2459589 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 20.702872 | 20.682764 | 72.310664 | 74.455209 | 16.655629 | 21.660839 | 18.262702 | 16.045761 | 0.0447 | 0.0527 | 0.0085 | 1.369022 | 1.761388 |
| 2459588 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 15.204916 | 15.425484 | 87.735795 | 90.620437 | 22.146138 | 24.516902 | 14.919864 | 13.336756 | 0.0438 | 0.0511 | 0.0082 | 1.400025 | 1.819539 |
| 2459587 | digital_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 20.120312 | 21.613384 | 116.954736 | 121.107528 | 21.959861 | 22.795395 | 47.200886 | 43.215139 | nan | nan | nan | 1.461355 | 1.284804 |
| 2459586 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 17.430458 | 18.138084 | 27.938189 | 28.376297 | 9.714430 | 11.292566 | 5.327706 | 4.601764 | 0.0415 | 0.0486 | 0.0070 | 1.278945 | 1.298750 |
| 2459585 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 25.260229 | 25.494101 | 6.497148 | 6.858187 | 9.246950 | 10.094030 | 2.572804 | 2.140628 | 0.0767 | 0.0809 | 0.0273 | 0.000000 | 0.000000 |
| 2459584 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 26.081297 | 26.878538 | 94.772767 | 97.647631 | 16.642380 | 18.622635 | 42.649517 | 40.904596 | 0.0404 | 0.0459 | 0.0058 | 1.673069 | 2.456629 |
| 2459583 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459582 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 296.421733 | 296.458822 | inf | inf | 11496.919461 | 11435.559746 | 6071.319036 | 6065.089243 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459581 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 22.166767 | 24.577173 | 31.671457 | 31.041260 | 31.329976 | 22.450421 | 5.142633 | 0.123561 | 0.0431 | 0.0490 | 0.0070 | 1.392630 | 1.776052 |
| 2459580 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 17.302295 | 18.638082 | 30.770196 | 31.808040 | 20.481418 | 23.562135 | 0.103728 | -0.004277 | 0.0449 | 0.0510 | 0.0075 | 0.000000 | 0.000000 |
| 2459579 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.247723 | 18.484018 | 36.998373 | 36.188623 | 23.041063 | 26.786423 | 6.543940 | 1.127011 | 0.0413 | 0.0467 | 0.0061 | 1.267075 | 1.308079 |
| 2459578 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 1.931163 | 1.458210 | 0.250098 | 0.075857 | 43.654293 | 0.444989 | 10.121515 | 0.711187 | 0.0792 | 0.0617 | 0.0257 | nan | nan |
| 2459577 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 22.256785 | 23.789844 | 28.567276 | 29.043939 | 20.588191 | 24.390727 | 0.469610 | 0.146577 | 0.0438 | 0.0468 | 0.0048 | 1.433806 | 1.764521 |
| 2459576 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 17.195337 | 18.282625 | 22.761016 | 23.395764 | 18.769339 | 21.635785 | 1.086212 | 0.765306 | 0.0431 | 0.0474 | 0.0059 | 1.367163 | 1.779180 |
| 2459575 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 17.309042 | 18.822244 | 22.483133 | 23.151145 | 15.359249 | 16.843738 | 7.317971 | 6.315262 | 0.0454 | 0.0527 | 0.0068 | 1.602975 | 2.148267 |
| 2459574 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459573 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459572 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.884369 | 18.049826 | 21.708385 | 22.298718 | 14.784627 | 17.651739 | 5.797548 | 2.036218 | 0.0440 | 0.0482 | 0.0058 | 1.461511 | 1.837683 |
| 2459571 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 1.416052 | 1.158097 | 0.031832 | -0.035577 | 16.013036 | 0.096520 | 4.015687 | 0.867085 | 0.0812 | 0.0886 | 0.0300 | nan | nan |
| 2459570 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459569 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 20.883406 | 21.114196 | 29.517244 | 29.113750 | 12.705406 | 10.775659 | 9.317052 | 9.095602 | 0.0459 | 0.0553 | 0.0092 | 1.374355 | 1.762753 |
| 2459566 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.356391 | 17.385168 | 28.987744 | 28.870965 | 16.116641 | 21.392822 | 3.539688 | -0.313724 | 0.0370 | 0.0398 | 0.0050 | 1.419196 | 1.831758 |
| 2459565 | digital_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | 1.497506 | 1.497506 | 1.384981 | 1.384981 | 0.646299 | 0.646299 | 0.130033 | 0.130033 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 14.206365 | 14.852907 | 30.326170 | 30.848621 | 3.126807 | 2.293439 | 2.116268 | 0.408602 | 0.0409 | 0.0467 | 0.0067 | 1.401885 | 1.742586 |
| 2459563 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.294064 | 16.666538 | 58.008513 | 58.726702 | 18.286466 | 22.005610 | 11.724932 | 1.204609 | 0.0414 | 0.0473 | 0.0070 | 1.300121 | 1.320324 |
| 2459562 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 10.811857 | 11.452874 | 14.957632 | 15.156085 | 2.197652 | 2.668527 | 1.350500 | 0.532801 | 0.0421 | 0.0471 | 0.0062 | 1.337837 | 1.623086 |
| 2459561 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 11.518915 | 12.185120 | 14.260594 | 14.387492 | 3.222056 | 2.878772 | 3.926457 | 0.775753 | 0.0438 | 0.0501 | 0.0072 | 1.326744 | 1.640822 |
| 2459560 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 10.620012 | 11.104985 | 14.627201 | 14.594593 | 2.736505 | 2.867539 | 1.775031 | 0.392126 | 0.0418 | 0.0464 | 0.0067 | 1.406049 | 1.748573 |
| 2459559 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 13.225681 | 14.214154 | 16.041544 | 16.056378 | 2.775845 | 3.190397 | 1.965628 | 0.675149 | 0.0438 | 0.0509 | 0.0082 | 1.328550 | 1.591030 |
| 2459558 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 18.313460 | 18.684417 | 29.748118 | 30.597679 | 21.957915 | 22.930603 | 2.547476 | 1.089258 | 0.0429 | 0.0479 | 0.0063 | 1.445173 | 1.860858 |
| 2459556 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 18.625260 | 19.043524 | 32.270664 | 33.193430 | 18.779519 | 20.703588 | 5.212531 | 2.466369 | 0.0450 | 0.0502 | 0.0063 | 1.362445 | 1.392135 |
| 2459554 | digital_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0429 | 0.0472 | 0.0058 | nan | nan |
| 2459553 | digital_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0447 | 0.0518 | 0.0080 | nan | nan |
| 2459552 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459551 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 10.555554 | 11.111734 | 17.808290 | 17.780779 | 3.648633 | 4.087930 | 1.908500 | 0.714913 | 0.0424 | 0.0477 | 0.0065 | 1.332890 | 1.598905 |
| 2459550 | digital_maintenance | - | 98.35% | 98.35% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.1029 | 0.0832 | 0.0221 | nan | nan |
| 2459549 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 15.854179 | 16.853707 | 33.307361 | 32.978677 | 20.414671 | 22.537157 | 3.825874 | 0.703251 | 0.0424 | 0.0460 | 0.0056 | 1.489640 | 1.890494 |
| 2459542 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 21.552499 | 22.408538 | 67.927530 | 67.218035 | 1.252250 | 1.931522 | 6.150612 | 0.721994 | 0.0413 | 0.0466 | 0.0067 | 1.343799 | 1.579928 |
| 2459541 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 11.954705 | 12.292763 | 33.109912 | 33.938112 | 185.943013 | 179.334459 | 16.867273 | 12.615106 | 0.0447 | 0.0500 | 0.0072 | 1.336914 | 1.344161 |
| 2459540 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 15.273818 | 16.601890 | 14.782731 | 15.265994 | 4.727340 | 5.428767 | 0.869702 | 0.746667 | 0.0433 | 0.0483 | 0.0067 | 1.260000 | 1.268067 |
| 2459536 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459535 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 11.847948 | 13.442983 | 13.811047 | 14.018297 | 2.952677 | 5.878080 | 0.365829 | 0.237371 | 0.0477 | 0.0528 | 0.0072 | 1.291435 | 1.316329 |
| 2459534 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459533 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 19.398897 | 20.557622 | 30.510539 | 30.894253 | 17.497148 | 20.491732 | 1.361996 | 1.077844 | 0.0405 | 0.0440 | 0.0050 | 1.384983 | 1.713777 |
| 2459532 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 22.288417 | 23.814703 | 41.691798 | 42.015825 | 20.794164 | 25.475277 | 1.455977 | 0.520169 | 0.0406 | 0.0442 | 0.0047 | 1.312104 | 1.331168 |
| 2459530 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 10.968790 | 11.867255 | 13.058933 | 13.132488 | 3.413259 | 4.216845 | 0.807891 | 0.331581 | 0.0488 | 0.0504 | 0.0056 | 1.456347 | 1.835237 |
| 2459527 | digital_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 26.903820 | 28.328591 | 46.855593 | 47.608017 | 42.616981 | 36.078882 | 0.603873 | 0.276496 | 0.0444 | 0.0575 | 0.0119 | 0.000000 | 0.000000 |
| 2459523 | digital_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 25.395876 | 23.916430 | 44.353450 | 44.322607 | 19.966816 | 29.701782 | 2.105116 | 0.904214 | nan | nan | nan | 1.753029 | 1.813189 |
| 2459522 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 19.792161 | 24.522168 | 44.032079 | 45.532956 | 11.471283 | 23.608936 | 3.345958 | 1.057527 | 0.0462 | 0.0471 | 0.0059 | 1.190078 | 1.226595 |
| 2459513 | digital_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 1.783923 | 1.620695 | 0.100463 | 0.008893 | 2.204168 | 0.167140 | 3.545054 | 0.768215 | 0.1089 | 0.1029 | 0.0338 | nan | nan |
| 2459508 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.371467 | 31.383560 | 34.913753 | 45.168464 | 23.902766 | 15.939405 | 16.922221 | 14.891847 | 0.0492 | 0.0593 | 0.0069 | 0.000000 | 0.000000 |
| 2459505 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 24.940315 | 30.550133 | 40.887857 | 43.154842 | 7.494073 | 9.715013 | 2.898869 | 1.421906 | 0.0459 | 0.0505 | 0.0078 | 1.016138 | 1.004839 |
| 2459503 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 28.757480 | 30.469303 | 73.673825 | 74.295042 | 33.388440 | 33.834679 | 5.386544 | 2.505115 | 0.0423 | 0.0593 | 0.0148 | 0.000000 | 0.000000 |
| 2459501 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 20.661564 | 24.370198 | 48.517964 | 49.565750 | 24.098548 | 27.528856 | 2.587220 | 0.679453 | 0.0972 | 0.0571 | 0.0382 | 0.000000 | 0.000000 |
| 2459500 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 22.112232 | 28.292425 | 59.725169 | 61.170603 | 22.913697 | 27.485224 | 1.346087 | 0.876118 | 0.1146 | 0.0558 | 0.0485 | 0.000000 | 0.000000 |
| 2459499 | digital_maintenance | 100.00% | 27.42% | 100.00% | 0.00% | 100.00% | 0.00% | 22.310698 | 30.443984 | 76.616101 | 79.010220 | 22.853203 | 27.852320 | 3.216659 | 11.318266 | 0.3949 | 0.0640 | 0.1545 | 0.000000 | 0.000000 |
| 2459498 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 20.485266 | 26.222432 | 68.312518 | 70.553201 | 20.042784 | 24.704645 | 3.651985 | 4.119545 | 0.1078 | 0.0588 | 0.0403 | 0.000000 | 0.000000 |
| 2459497 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 22.786861 | 29.800890 | 77.041485 | 79.768140 | 25.811783 | 32.062406 | 2.415404 | 3.314095 | 0.1146 | 0.0619 | 0.0448 | 0.000000 | 0.000000 |
| 2459496 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 24.062234 | 31.379951 | 70.303055 | 72.381533 | 22.221530 | 28.961223 | 1.525559 | 1.937957 | 0.0755 | 0.0523 | 0.0186 | 0.000000 | 0.000000 |
| 2459495 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 19.205538 | 25.195585 | 65.408732 | 67.301108 | 18.893642 | 25.167973 | 2.960724 | 2.774738 | 0.0753 | 0.0519 | 0.0181 | 0.000000 | 0.000000 |
| 2459494 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 21.213656 | 27.449586 | 69.304455 | 71.806011 | 22.274014 | 28.375819 | 5.674621 | 5.849939 | 0.0724 | 0.0490 | 0.0189 | 0.000000 | 0.000000 |
| 2459492 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 26.035345 | 28.511494 | 48.860560 | 49.380093 | 21.288861 | 28.270863 | 5.147000 | 5.205443 | 0.0645 | 0.0480 | 0.0124 | 0.000000 | 0.000000 |
| 2459491 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 25.423392 | 27.288975 | 53.178137 | 54.259124 | 29.857675 | 42.777468 | 3.430640 | 12.358336 | 0.0756 | 0.0492 | 0.0227 | 0.000000 | 0.000000 |
| 2459490 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 30.060332 | 32.249701 | 55.776950 | 56.199326 | 20.559576 | 26.201334 | 4.677964 | 5.629961 | 0.0640 | 0.0473 | 0.0119 | 0.000000 | 0.000000 |
| 2459489 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 26.433489 | 27.467625 | 50.354441 | 51.089283 | 19.745693 | 27.762251 | 4.095404 | 7.712128 | 0.0686 | 0.0490 | 0.0170 | 0.000000 | 0.000000 |
| 2459488 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 25.080602 | 26.229250 | 42.068010 | 42.336951 | 22.315953 | 30.203165 | 6.493208 | 9.310380 | 0.0647 | 0.0478 | 0.0138 | 0.000000 | 0.000000 |
auto_metrics notebooks.¶html_to_display = ''
for am_html in auto_metric_htmls:
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD).
HTML(html_to_display)
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 76.706349 | 18.013476 | 19.352219 | 73.918344 | 76.706349 | 10.902866 | 12.651770 | 3.076726 | 3.136360 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 91.837961 | 20.722293 | 18.914991 | 91.837961 | 88.477520 | 25.369063 | 20.657568 | 10.116797 | 7.339508 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 71.850030 | 18.799758 | 20.175543 | 69.086635 | 71.850030 | 29.534047 | 35.973964 | 3.785895 | 4.322864 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 80.778802 | 19.772747 | 18.274239 | 80.778802 | 77.565845 | 29.930522 | 23.537958 | 6.185053 | 7.055935 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | inf | 316.393818 | 314.955426 | inf | inf | 51.682678 | 59.938607 | 431.050459 | 605.672012 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 76.590781 | 30.072792 | 30.012452 | 76.590781 | 74.852874 | 16.594774 | 20.189785 | 25.322692 | 24.698234 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 70.608358 | 5.520444 | 6.354295 | 69.224848 | 70.608358 | 21.239670 | 25.810755 | 25.080435 | 27.852072 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 73.984160 | 16.635164 | 17.070893 | 71.247927 | 73.984160 | 30.492311 | 36.758616 | 13.604827 | 10.731100 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | ee Power | 1.702458 | 1.534860 | 1.541609 | 1.561928 | 1.702458 | 0.961344 | 0.643082 | 0.243792 | -1.335045 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 85.819617 | 20.227376 | 19.613436 | 85.819617 | 83.472529 | 32.253548 | 25.103152 | 1.022113 | 2.334907 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 80.161925 | 21.791818 | 22.641338 | 77.571710 | 80.161925 | 28.025653 | 34.244563 | 2.986563 | 2.645519 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 74.455209 | 20.682764 | 20.702872 | 74.455209 | 72.310664 | 21.660839 | 16.655629 | 16.045761 | 18.262702 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 90.620437 | 15.204916 | 15.425484 | 87.735795 | 90.620437 | 22.146138 | 24.516902 | 14.919864 | 13.336756 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 121.107528 | 21.613384 | 20.120312 | 121.107528 | 116.954736 | 22.795395 | 21.959861 | 43.215139 | 47.200886 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 28.376297 | 17.430458 | 18.138084 | 27.938189 | 28.376297 | 9.714430 | 11.292566 | 5.327706 | 4.601764 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Shape | 25.494101 | 25.260229 | 25.494101 | 6.497148 | 6.858187 | 9.246950 | 10.094030 | 2.572804 | 2.140628 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 97.647631 | 26.081297 | 26.878538 | 94.772767 | 97.647631 | 16.642380 | 18.622635 | 42.649517 | 40.904596 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | inf | 296.458822 | 296.421733 | inf | inf | 11435.559746 | 11496.919461 | 6065.089243 | 6071.319036 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | ee Power | 31.671457 | 22.166767 | 24.577173 | 31.671457 | 31.041260 | 31.329976 | 22.450421 | 5.142633 | 0.123561 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 31.808040 | 18.638082 | 17.302295 | 31.808040 | 30.770196 | 23.562135 | 20.481418 | -0.004277 | 0.103728 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | ee Power | 36.998373 | 16.247723 | 18.484018 | 36.998373 | 36.188623 | 23.041063 | 26.786423 | 6.543940 | 1.127011 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | ee Temporal Variability | 43.654293 | 1.931163 | 1.458210 | 0.250098 | 0.075857 | 43.654293 | 0.444989 | 10.121515 | 0.711187 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 29.043939 | 23.789844 | 22.256785 | 29.043939 | 28.567276 | 24.390727 | 20.588191 | 0.146577 | 0.469610 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 23.395764 | 18.282625 | 17.195337 | 23.395764 | 22.761016 | 21.635785 | 18.769339 | 0.765306 | 1.086212 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 23.151145 | 18.822244 | 17.309042 | 23.151145 | 22.483133 | 16.843738 | 15.359249 | 6.315262 | 7.317971 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 22.298718 | 18.049826 | 16.884369 | 22.298718 | 21.708385 | 17.651739 | 14.784627 | 2.036218 | 5.797548 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | ee Temporal Variability | 16.013036 | 1.158097 | 1.416052 | -0.035577 | 0.031832 | 0.096520 | 16.013036 | 0.867085 | 4.015687 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | ee Power | 29.517244 | 21.114196 | 20.883406 | 29.113750 | 29.517244 | 10.775659 | 12.705406 | 9.095602 | 9.317052 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | ee Power | 28.987744 | 17.385168 | 16.356391 | 28.870965 | 28.987744 | 21.392822 | 16.116641 | -0.313724 | 3.539688 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Shape | 1.497506 | 1.497506 | 1.497506 | 1.384981 | 1.384981 | 0.646299 | 0.646299 | 0.130033 | 0.130033 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 30.848621 | 14.206365 | 14.852907 | 30.326170 | 30.848621 | 3.126807 | 2.293439 | 2.116268 | 0.408602 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 58.726702 | 16.294064 | 16.666538 | 58.008513 | 58.726702 | 18.286466 | 22.005610 | 11.724932 | 1.204609 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 15.156085 | 10.811857 | 11.452874 | 14.957632 | 15.156085 | 2.197652 | 2.668527 | 1.350500 | 0.532801 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 14.387492 | 11.518915 | 12.185120 | 14.260594 | 14.387492 | 3.222056 | 2.878772 | 3.926457 | 0.775753 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | ee Power | 14.627201 | 10.620012 | 11.104985 | 14.627201 | 14.594593 | 2.736505 | 2.867539 | 1.775031 | 0.392126 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 16.056378 | 13.225681 | 14.214154 | 16.041544 | 16.056378 | 2.775845 | 3.190397 | 1.965628 | 0.675149 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 30.597679 | 18.684417 | 18.313460 | 30.597679 | 29.748118 | 22.930603 | 21.957915 | 1.089258 | 2.547476 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 33.193430 | 19.043524 | 18.625260 | 33.193430 | 32.270664 | 20.703588 | 18.779519 | 2.466369 | 5.212531 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | ee Power | 17.808290 | 11.111734 | 10.555554 | 17.780779 | 17.808290 | 4.087930 | 3.648633 | 0.714913 | 1.908500 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | ee Power | 33.307361 | 15.854179 | 16.853707 | 33.307361 | 32.978677 | 20.414671 | 22.537157 | 3.825874 | 0.703251 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | ee Power | 67.927530 | 22.408538 | 21.552499 | 67.218035 | 67.927530 | 1.931522 | 1.252250 | 0.721994 | 6.150612 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | ee Temporal Variability | 185.943013 | 12.292763 | 11.954705 | 33.938112 | 33.109912 | 179.334459 | 185.943013 | 12.615106 | 16.867273 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Shape | 16.601890 | 16.601890 | 15.273818 | 15.265994 | 14.782731 | 5.428767 | 4.727340 | 0.746667 | 0.869702 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 14.018297 | 11.847948 | 13.442983 | 13.811047 | 14.018297 | 2.952677 | 5.878080 | 0.365829 | 0.237371 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 30.894253 | 19.398897 | 20.557622 | 30.510539 | 30.894253 | 17.497148 | 20.491732 | 1.361996 | 1.077844 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 42.015825 | 22.288417 | 23.814703 | 41.691798 | 42.015825 | 20.794164 | 25.475277 | 1.455977 | 0.520169 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 13.132488 | 11.867255 | 10.968790 | 13.132488 | 13.058933 | 4.216845 | 3.413259 | 0.331581 | 0.807891 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 47.608017 | 26.903820 | 28.328591 | 46.855593 | 47.608017 | 42.616981 | 36.078882 | 0.603873 | 0.276496 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | ee Power | 44.353450 | 25.395876 | 23.916430 | 44.353450 | 44.322607 | 19.966816 | 29.701782 | 2.105116 | 0.904214 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 45.532956 | 24.522168 | 19.792161 | 45.532956 | 44.032079 | 23.608936 | 11.471283 | 1.057527 | 3.345958 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | ee Temporal Discontinuties | 3.545054 | 1.620695 | 1.783923 | 0.008893 | 0.100463 | 0.167140 | 2.204168 | 0.768215 | 3.545054 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 45.168464 | 31.383560 | 16.371467 | 45.168464 | 34.913753 | 15.939405 | 23.902766 | 14.891847 | 16.922221 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 64.907965 | 29.434734 | 31.122999 | 64.317409 | 64.907965 | 25.307989 | 22.852874 | 12.984727 | 7.125001 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 43.154842 | 30.550133 | 24.940315 | 43.154842 | 40.887857 | 9.715013 | 7.494073 | 1.421906 | 2.898869 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 74.295042 | 28.757480 | 30.469303 | 73.673825 | 74.295042 | 33.388440 | 33.834679 | 5.386544 | 2.505115 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 49.565750 | 20.661564 | 24.370198 | 48.517964 | 49.565750 | 24.098548 | 27.528856 | 2.587220 | 0.679453 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 61.170603 | 22.112232 | 28.292425 | 59.725169 | 61.170603 | 22.913697 | 27.485224 | 1.346087 | 0.876118 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 79.010220 | 30.443984 | 22.310698 | 79.010220 | 76.616101 | 27.852320 | 22.853203 | 11.318266 | 3.216659 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 70.553201 | 20.485266 | 26.222432 | 68.312518 | 70.553201 | 20.042784 | 24.704645 | 3.651985 | 4.119545 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 79.768140 | 29.800890 | 22.786861 | 79.768140 | 77.041485 | 32.062406 | 25.811783 | 3.314095 | 2.415404 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 72.381533 | 24.062234 | 31.379951 | 70.303055 | 72.381533 | 22.221530 | 28.961223 | 1.525559 | 1.937957 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 67.301108 | 19.205538 | 25.195585 | 65.408732 | 67.301108 | 18.893642 | 25.167973 | 2.960724 | 2.774738 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 71.806011 | 27.449586 | 21.213656 | 71.806011 | 69.304455 | 28.375819 | 22.274014 | 5.849939 | 5.674621 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 49.380093 | 28.511494 | 26.035345 | 49.380093 | 48.860560 | 28.270863 | 21.288861 | 5.205443 | 5.147000 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 54.259124 | 25.423392 | 27.288975 | 53.178137 | 54.259124 | 29.857675 | 42.777468 | 3.430640 | 12.358336 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 56.199326 | 32.249701 | 30.060332 | 56.199326 | 55.776950 | 26.201334 | 20.559576 | 5.629961 | 4.677964 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 51.089283 | 26.433489 | 27.467625 | 50.354441 | 51.089283 | 19.745693 | 27.762251 | 4.095404 | 7.712128 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 98 | 7 | digital_maintenance | nn Power | 42.336951 | 25.080602 | 26.229250 | 42.068010 | 42.336951 | 22.315953 | 30.203165 | 6.493208 | 9.310380 |